{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "63b013b4-72e7-4726-a480-4d43edac80cc",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.family'] = 'Times New Roman'\n",
    "plt.rcParams['font.size']=18 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "497d03f9-23a4-4d75-8556-d1e67c1a6faf",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "d = pd.read_excel(r'结果.xlsx')\n",
    "#df = pd.read_excel(r'指标比较.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2e478680-8516-4a2b-b49d-48ca252ea56f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>时期</th>\n",
       "      <th>MAPE</th>\n",
       "      <th>MAE</th>\n",
       "      <th>RMSE</th>\n",
       "      <th>$R^2$</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>$X_{3}$</td>\n",
       "      <td>0.164619</td>\n",
       "      <td>950.592518</td>\n",
       "      <td>1183.543812</td>\n",
       "      <td>0.222541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>$X_{6}$</td>\n",
       "      <td>0.103255</td>\n",
       "      <td>621.763421</td>\n",
       "      <td>791.457280</td>\n",
       "      <td>0.652333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>$X_{7}$</td>\n",
       "      <td>0.084641</td>\n",
       "      <td>510.184162</td>\n",
       "      <td>715.444911</td>\n",
       "      <td>0.715907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>$X_{8}$</td>\n",
       "      <td>0.087168</td>\n",
       "      <td>544.950758</td>\n",
       "      <td>671.976305</td>\n",
       "      <td>0.749379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>$X_{9}$</td>\n",
       "      <td>0.098677</td>\n",
       "      <td>571.835848</td>\n",
       "      <td>717.133763</td>\n",
       "      <td>0.714564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>$X_{10}$</td>\n",
       "      <td>0.090147</td>\n",
       "      <td>530.809455</td>\n",
       "      <td>679.902345</td>\n",
       "      <td>0.743432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>$X_{11}$</td>\n",
       "      <td>0.093740</td>\n",
       "      <td>541.292513</td>\n",
       "      <td>704.155736</td>\n",
       "      <td>0.724801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>$X_{12}$</td>\n",
       "      <td>0.095235</td>\n",
       "      <td>557.416420</td>\n",
       "      <td>704.495195</td>\n",
       "      <td>0.724536</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         时期      MAPE         MAE         RMSE     $R^2$\n",
       "0   $X_{3}$  0.164619  950.592518  1183.543812  0.222541\n",
       "1   $X_{6}$  0.103255  621.763421   791.457280  0.652333\n",
       "2   $X_{7}$  0.084641  510.184162   715.444911  0.715907\n",
       "3   $X_{8}$  0.087168  544.950758   671.976305  0.749379\n",
       "4   $X_{9}$  0.098677  571.835848   717.133763  0.714564\n",
       "5  $X_{10}$  0.090147  530.809455   679.902345  0.743432\n",
       "6  $X_{11}$  0.093740  541.292513   704.155736  0.724801\n",
       "7  $X_{12}$  0.095235  557.416420   704.495195  0.724536"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9b954c7b-0ead-460b-9186-44183e879989",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(d['时期'],d['MAE'])\n",
    "plt.xlabel('Cumulative growth stages',fontsize=20)\n",
    "plt.ylabel('MAE',fontsize=20)\n",
    "#plt.title('累计生产周期XGBoost估产精度',fontsize=20)\n",
    "\n",
    "plt.ylim(200, 1200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5005ba39-c09f-4c60-9baf-bc38df05c70a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(d['时期'],d['RMSE'])\n",
    "plt.xlabel('Cumulative growth stages',fontsize=20)\n",
    "plt.ylabel('RMSE',fontsize=20)\n",
    "#plt.title('累计生产周期XGBoost估产精度',fontsize=20)\n",
    "\n",
    "plt.ylim(300, 1500)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "570ecc51-ff9e-4d9c-b9de-dc12108dd354",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(d['时期'],d['$R^2$'])\n",
    "plt.xlabel('Cumulative growth stages',fontsize=20)\n",
    "plt.ylabel('$R^2$',fontsize=20)\n",
    "#plt.title('累计生产周期XGBoost估产精度',fontsize=20)\n",
    "\n",
    "plt.ylim(0, 1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c2c4c5ba-6985-4e82-aa32-ddef28000a65",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
